Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	50
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.0 KiB
Average record size in memory	122.6 B

Variable types

DateTime	1
Numeric	14

Alerts

`Adj Close` is highly correlated with `5MA` and 9 other fields	High correlation
`H-L` is highly correlated with `7SD` and 1 other fields	High correlation
`O-C` is highly correlated with `Returns`	High correlation
`5MA` is highly correlated with `Adj Close` and 8 other fields	High correlation
`10MA` is highly correlated with `Adj Close` and 7 other fields	High correlation
`20MA` is highly correlated with `Adj Close` and 7 other fields	High correlation
`7SD` is highly correlated with `Adj Close` and 9 other fields	High correlation
`RSI_14` is highly correlated with `Adj Close`	High correlation
`EMA8` is highly correlated with `Adj Close` and 8 other fields	High correlation
`EMA21` is highly correlated with `Adj Close` and 7 other fields	High correlation
`EMA34` is highly correlated with `Adj Close` and 8 other fields	High correlation
`EMA55` is highly correlated with `Adj Close` and 7 other fields	High correlation
`Returns` is highly correlated with `O-C`	High correlation
`Volume` is highly correlated with `Adj Close` and 5 other fields	High correlation
`Adj Close` is highly correlated with `5MA` and 9 other fields	High correlation
`H-L` is highly correlated with `7SD` and 1 other fields	High correlation
`O-C` is highly correlated with `Returns`	High correlation
`5MA` is highly correlated with `Adj Close` and 8 other fields	High correlation
`10MA` is highly correlated with `Adj Close` and 8 other fields	High correlation
`20MA` is highly correlated with `Adj Close` and 7 other fields	High correlation
`7SD` is highly correlated with `Adj Close` and 9 other fields	High correlation
`RSI_14` is highly correlated with `Adj Close`	High correlation
`EMA8` is highly correlated with `Adj Close` and 8 other fields	High correlation
`EMA21` is highly correlated with `Adj Close` and 8 other fields	High correlation
`EMA34` is highly correlated with `Adj Close` and 8 other fields	High correlation
`EMA55` is highly correlated with `Adj Close` and 8 other fields	High correlation
`Returns` is highly correlated with `O-C`	High correlation
`Volume` is highly correlated with `Adj Close` and 8 other fields	High correlation
`Adj Close` is highly correlated with `5MA` and 7 other fields	High correlation
`H-L` is highly correlated with `Volume`	High correlation
`O-C` is highly correlated with `Returns`	High correlation
`5MA` is highly correlated with `Adj Close` and 6 other fields	High correlation
`10MA` is highly correlated with `Adj Close` and 6 other fields	High correlation
`20MA` is highly correlated with `Adj Close` and 6 other fields	High correlation
`7SD` is highly correlated with `Volume`	High correlation
`RSI_14` is highly correlated with `Adj Close`	High correlation
`EMA8` is highly correlated with `Adj Close` and 6 other fields	High correlation
`EMA21` is highly correlated with `Adj Close` and 6 other fields	High correlation
`EMA34` is highly correlated with `Adj Close` and 6 other fields	High correlation
`EMA55` is highly correlated with `Adj Close` and 6 other fields	High correlation
`Returns` is highly correlated with `O-C`	High correlation
`Volume` is highly correlated with `H-L` and 1 other fields	High correlation
`Date` is highly correlated with `Adj Close` and 13 other fields	High correlation
`Adj Close` is highly correlated with `Date` and 13 other fields	High correlation
`H-L` is highly correlated with `Date` and 12 other fields	High correlation
`O-C` is highly correlated with `Date` and 9 other fields	High correlation
`5MA` is highly correlated with `Date` and 12 other fields	High correlation
`10MA` is highly correlated with `Date` and 11 other fields	High correlation
`20MA` is highly correlated with `Date` and 12 other fields	High correlation
`7SD` is highly correlated with `Date` and 13 other fields	High correlation
`RSI_14` is highly correlated with `Date` and 9 other fields	High correlation
`EMA8` is highly correlated with `Date` and 12 other fields	High correlation
`EMA21` is highly correlated with `Date` and 13 other fields	High correlation
`EMA34` is highly correlated with `Date` and 13 other fields	High correlation
`EMA55` is highly correlated with `Date` and 13 other fields	High correlation
`Returns` is highly correlated with `Date` and 10 other fields	High correlation
`Volume` is highly correlated with `Date` and 10 other fields	High correlation
`Date` has unique values	Unique
`Adj Close` has unique values	Unique
`H-L` has unique values	Unique
`O-C` has unique values	Unique
`5MA` has unique values	Unique
`10MA` has unique values	Unique
`20MA` has unique values	Unique
`7SD` has unique values	Unique
`RSI_14` has unique values	Unique
`EMA8` has unique values	Unique
`EMA21` has unique values	Unique
`EMA34` has unique values	Unique
`EMA55` has unique values	Unique
`Returns` has unique values	Unique
`Volume` has unique values	Unique

Reproduction

Analysis started	2022-02-13 09:51:34.106408
Analysis finished	2022-02-13 09:51:48.379089
Duration	14.27 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

Date
Date

HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	528.0 B

Minimum	2021-12-02 00:00:00
Maximum	2022-02-11 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Adj Close
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3235.012817

Minimum	2776.909912
Maximum	3523.290039
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	2776.909912
5-th percentile	2795.886487
Q1	3132.682495
median	3295.639893
Q3	3398.610046
95-th percentile	3475.715979
Maximum	3523.290039
Range	746.380127
Interquartile range (IQR)	265.9275513

Descriptive statistics

Standard deviation	214.0619038
Coefficient of variation (CV)	0.06617034179
Kurtosis	-0.3429209855
Mean	3235.012817
Median Absolute Deviation (MAD)	117.4349365
Skewness	-0.848071439
Sum	161750.6409
Variance	45822.49867
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3437.360107	1	2.0%
2777.449951	1	2.0%
3307.23999	1	2.0%
3304.139893	1	2.0%
3224.280029	1	2.0%
3242.76001	1	2.0%
3178.350098	1	2.0%
3125.97998	1	2.0%
3033.350098	1	2.0%
2852.860107	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2776.909912	1	2.0%
2777.449951	1	2.0%
2792.75	1	2.0%
2799.719971	1	2.0%
2852.860107	1	2.0%
2879.560059	1	2.0%
2890.879883	1	2.0%
2991.469971	1	2.0%
3012.25	1	2.0%
3023.870117	1	2.0%

Value	Count	Frequency (%)
3523.290039	1	2.0%
3523.159912	1	2.0%
3483.419922	1	2.0%
3466.300049	1	2.0%
3444.23999	1	2.0%
3437.360107	1	2.0%
3427.370117	1	2.0%
3421.370117	1	2.0%
3420.73999	1	2.0%
3413.219971	1	2.0%

H-L
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94.34780273

Minimum	36.5
Maximum	211.8400879
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	36.5
5-th percentile	46.29550781
Q1	59.34753418
median	94.3651123
Q3	120.9274902
95-th percentile	172.7695923
Maximum	211.8400879
Range	175.3400879
Interquartile range (IQR)	61.57995605

Descriptive statistics

Standard deviation	41.54854574
Coefficient of variation (CV)	0.4403764002
Kurtosis	0.2633317047
Mean	94.34780273
Median Absolute Deviation (MAD)	32.07006836
Skewness	0.7968045901
Sum	4717.390137
Variance	1726.281653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68.94995117	1	2.0%
157.329834	1	2.0%
112.9699707	1	2.0%
49.2199707	1	2.0%
102.6098633	1	2.0%
48.98999023	1	2.0%
41.39990234	1	2.0%
60	1	2.0%
132.9799805	1	2.0%
176.5900879	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36.5	1	2.0%
41.39990234	1	2.0%
45.48999023	1	2.0%
47.2800293	1	2.0%
48.59008789	1	2.0%
48.98999023	1	2.0%
49.2199707	1	2.0%
52.22998047	1	2.0%
55.39013672	1	2.0%
55.83007812	1	2.0%

Value	Count	Frequency (%)
211.8400879	1	2.0%
191.8598633	1	2.0%
176.5900879	1	2.0%
168.1000977	1	2.0%
157.329834	1	2.0%
135.2199707	1	2.0%
132.9799805	1	2.0%
131.2700195	1	2.0%
125.3200684	1	2.0%
124.8400879	1	2.0%

O-C
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.742783203

Minimum	-110.8798828
Maximum	146.1398926
Zeros	0
Zeros (%)	0.0%
Negative	22
Negative (%)	44.0%
Memory size	528.0 B

Quantile statistics

Minimum	-110.8798828
5-th percentile	-93.85405273
Q1	-33.60009766
median	16.40002441
Q3	49.10748291
95-th percentile	99.65240479
Maximum	146.1398926
Range	257.0197754
Interquartile range (IQR)	82.70758057

Descriptive statistics

Standard deviation	59.28510632
Coefficient of variation (CV)	6.085027767
Kurtosis	-0.423688411
Mean	9.742783203
Median Absolute Deviation (MAD)	41.68005371
Skewness	-0.007295616378
Sum	487.1391602
Variance	3514.723831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.63989258	1	2.0%
117.5500488	1	2.0%
-77.23999023	1	2.0%
27.36010742	1	2.0%
80.72998047	1	2.0%
-39.76000977	1	2.0%
3.75	1	2.0%
49.26000977	1	2.0%
101.9699707	1	2.0%
146.1398926	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-110.8798828	1	2.0%
-96.4699707	1	2.0%
-94.34008789	1	2.0%
-93.26000977	1	2.0%
-77.23999023	1	2.0%
-62.35009766	1	2.0%
-57.09008789	1	2.0%
-51.33007812	1	2.0%
-46.14013672	1	2.0%
-40.66015625	1	2.0%

Value	Count	Frequency (%)
146.1398926	1	2.0%
117.5500488	1	2.0%
101.9699707	1	2.0%
96.81982422	1	2.0%
89.95019531	1	2.0%
88.76000977	1	2.0%
80.72998047	1	2.0%
65.20996094	1	2.0%
64.10009766	1	2.0%
58.32006836	1	2.0%

5MA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3248.789815

Minimum	2822.731982
Maximum	3490.856055
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	2822.731982
5-th percentile	2858.387896
Q1	3092.018542
median	3320.692017
Q3	3405.773511
95-th percentile	3471.433298
Maximum	3490.856055
Range	668.1240723
Interquartile range (IQR)	313.7549683

Descriptive statistics

Standard deviation	207.0345004
Coefficient of variation (CV)	0.06372665274
Kurtosis	-0.7624980704
Mean	3248.789815
Median Absolute Deviation (MAD)	121.992041
Skewness	-0.7641308371
Sum	162439.4908
Variance	42863.28436
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3490.856055	1	2.0%
2870.852002	1	2.0%
3268.052002	1	2.0%
3271.452002	1	2.0%
3263.291992	1	2.0%
3261.627979	1	2.0%
3251.354004	1	2.0%
3215.102002	1	2.0%
3160.944043	1	2.0%
3086.660059	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2822.731982	1	2.0%
2828.071973	1	2.0%
2848.18999	1	2.0%
2870.852002	1	2.0%
2893.02002	1	2.0%
2936.812012	1	2.0%
2939.980029	1	2.0%
2940.558008	1	2.0%
2991.458008	1	2.0%
3016.284033	1	2.0%

Value	Count	Frequency (%)
3490.856055	1	2.0%
3480.295996	1	2.0%
3473.091992	1	2.0%
3469.406006	1	2.0%
3467.902051	1	2.0%
3460.194043	1	2.0%
3444.8	1	2.0%
3444.306055	1	2.0%
3441.062061	1	2.0%
3433.428027	1	2.0%

10MA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3271.501136

Minimum	2879.771997
Maximum	3555.993042
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	2879.771997
5-th percentile	2912.925801
Q1	3085.03902
median	3354.483496
Q3	3430.42027
95-th percentile	3498.228444
Maximum	3555.993042
Range	676.2210449
Interquartile range (IQR)	345.38125

Descriptive statistics

Standard deviation	204.4941524
Coefficient of variation (CV)	0.06250774306
Kurtosis	-1.018812505
Mean	3271.501136
Median Absolute Deviation (MAD)	107.7500122
Skewness	-0.649504514
Sum	163575.0568
Variance	41817.85838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3555.993042	1	2.0%
3042.977002	1	2.0%
3319.004004	1	2.0%
3311.015991	1	2.0%
3296.155005	1	2.0%
3286.996997	1	2.0%
3264.022998	1	2.0%
3241.577002	1	2.0%
3216.198022	1	2.0%
3174.976025	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2879.771997	1	2.0%
2905.416016	1	2.0%
2909.76499	1	2.0%
2916.789014	1	2.0%
2932.237012	1	2.0%
2936.547998	1	2.0%
2957.366016	1	2.0%
2979.403003	1	2.0%
2991.838013	1	2.0%
3024.037012	1	2.0%

Value	Count	Frequency (%)
3555.993042	1	2.0%
3525.36604	1	2.0%
3500.446045	1	2.0%
3495.518042	1	2.0%
3489.830029	1	2.0%
3480.13103	1	2.0%
3474.099023	1	2.0%
3457.077026	1	2.0%
3446.811035	1	2.0%
3444.553027	1	2.0%

20MA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3331.377846

Minimum	3019.38302
Maximum	3536.81051
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	3019.38302
5-th percentile	3035.384631
Q1	3188.937628
median	3381.469019
Q3	3464.817157
95-th percentile	3528.812545
Maximum	3536.81051
Range	517.4274902
Interquartile range (IQR)	275.8795288

Descriptive statistics

Standard deviation	173.1137352
Coefficient of variation (CV)	0.05196460539
Kurtosis	-1.014080684
Mean	3331.377846
Median Absolute Deviation (MAD)	121.2255127
Skewness	-0.6183827713
Sum	166568.8923
Variance	29968.3653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3536.81051	1	2.0%
3180.990503	1	2.0%
3360.729016	1	2.0%
3356.844507	1	2.0%
3344.743506	1	2.0%
3338.01051	1	2.0%
3326.91051	1	2.0%
3316.130505	1	2.0%
3297.381006	1	2.0%
3268.987012	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3019.38302	1	2.0%
3027.303516	1	2.0%
3033.507007	1	2.0%
3037.679504	1	2.0%
3037.752002	1	2.0%
3042.370508	1	2.0%
3047.98501	1	2.0%
3073.496509	1	2.0%
3090.406006	1	2.0%
3109.617004	1	2.0%

Value	Count	Frequency (%)
3536.81051	1	2.0%
3532.450012	1	2.0%
3529.584521	1	2.0%
3527.869019	1	2.0%
3526.999512	1	2.0%
3526.931018	1	2.0%
3525.586511	1	2.0%
3518.896521	1	2.0%
3510.704028	1	2.0%
3506.984033	1	2.0%

7SD
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.79167241

Minimum	18.87363683
Maximum	172.8201218
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	18.87363683
5-th percentile	28.16960394
Q1	40.78246222
median	58.31007927
Q3	107.5316363
95-th percentile	160.5242515
Maximum	172.8201218
Range	153.946485
Interquartile range (IQR)	66.74917403

Descriptive statistics

Standard deviation	46.34288012
Coefficient of variation (CV)	0.6114508183
Kurtosis	-0.6814903827
Mean	75.79167241
Median Absolute Deviation (MAD)	22.41087577
Skewness	0.8754549764
Sum	3789.583621
Variance	2147.662538
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60.47669098	1	2.0%
160.9028545	1	2.0%
61.90999877	1	2.0%
40.31368686	1	2.0%
33.85300471	1	2.0%
33.59734923	1	2.0%
45.54404751	1	2.0%
64.73710867	1	2.0%
98.69676798	1	2.0%
152.7785554	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18.87363683	1	2.0%
27.65173742	1	2.0%
28.07544418	1	2.0%
28.28468808	1	2.0%
29.14156738	1	2.0%
29.68588244	1	2.0%
31.33696267	1	2.0%
33.59734923	1	2.0%
33.85300471	1	2.0%
37.94540229	1	2.0%

Value	Count	Frequency (%)
172.8201218	1	2.0%
161.4288825	1	2.0%
160.9028545	1	2.0%
160.0615146	1	2.0%
157.536988	1	2.0%
157.3798944	1	2.0%
152.7785554	1	2.0%
149.5944244	1	2.0%
137.5974835	1	2.0%
136.4828992	1	2.0%

RSI_14
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.79046765

Minimum	21.16875324
Maximum	55.88630939
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	21.16875324
5-th percentile	22.69585717
Q1	37.7044936
median	43.77010801
Q3	47.60389322
95-th percentile	53.17141346
Maximum	55.88630939
Range	34.71755614
Interquartile range (IQR)	9.899399626

Descriptive statistics

Standard deviation	8.965423394
Coefficient of variation (CV)	0.2145327367
Kurtosis	0.137562387
Mean	41.79046765
Median Absolute Deviation (MAD)	4.375806534
Skewness	-0.7883672761
Sum	2089.523382
Variance	80.37881663
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45.15715358	1	2.0%
21.59038319	1	2.0%
44.01062661	1	2.0%
43.75646957	1	2.0%
37.71435275	1	2.0%
39.78639728	1	2.0%
35.36987424	1	2.0%
32.23651957	1	2.0%
27.58219087	1	2.0%
21.16875324	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21.16875324	1	2.0%
21.59038319	1	2.0%
22.24108298	1	2.0%
23.25169229	1	2.0%
25.11857351	1	2.0%
27.58219087	1	2.0%
32.0488045	1	2.0%
32.15528876	1	2.0%
32.23651957	1	2.0%
35.28216604	1	2.0%

Value	Count	Frequency (%)
55.88630939	1	2.0%
55.65102683	1	2.0%
53.29303042	1	2.0%
53.02277052	1	2.0%
52.98881818	1	2.0%
52.97789326	1	2.0%
52.78054381	1	2.0%
49.61370071	1	2.0%
49.61148809	1	2.0%
48.62231162	1	2.0%

EMA8
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3264.549695

Minimum	2908.810322
Maximum	3506.969473
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	2908.810322
5-th percentile	2924.04891
Q1	3099.548948
median	3328.753907
Q3	3411.844949
95-th percentile	3485.370747
Maximum	3506.969473
Range	598.1591514
Interquartile range (IQR)	312.2960006

Descriptive statistics

Standard deviation	196.834836
Coefficient of variation (CV)	0.06029463613
Kurtosis	-1.152418042
Mean	3264.549695
Median Absolute Deviation (MAD)	124.7806629
Skewness	-0.5941348578
Sum	163227.4847
Variance	38743.95265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3506.969473	1	2.0%
2952.715409	1	2.0%
3300.982576	1	2.0%
3301.684202	1	2.0%
3284.483275	1	2.0%
3275.211438	1	2.0%
3253.686696	1	2.0%
3225.307426	1	2.0%
3182.650242	1	2.0%
3109.363545	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2908.810322	1	2.0%
2917.16754	1	2.0%
2921.487819	1	2.0%
2927.179133	1	2.0%
2948.666018	1	2.0%
2952.715409	1	2.0%
2962.795792	1	2.0%
2972.888312	1	2.0%
3002.791254	1	2.0%
3014.182012	1	2.0%

Value	Count	Frequency (%)
3506.969473	1	2.0%
3490.435631	1	2.0%
3488.876584	1	2.0%
3481.085836	1	2.0%
3480.929599	1	2.0%
3478.957341	1	2.0%
3469.027492	1	2.0%
3459.489065	1	2.0%
3447.580076	1	2.0%
3442.231512	1	2.0%

EMA21
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3319.008183

Minimum	3037.826641
Maximum	3506.199159
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	3037.826641
5-th percentile	3060.837669
Q1	3141.864126
median	3379.669102
Q3	3445.675861
95-th percentile	3494.794885
Maximum	3506.199159
Range	468.3725184
Interquartile range (IQR)	303.8117354

Descriptive statistics

Standard deviation	162.1999457
Coefficient of variation (CV)	0.04887000475
Kurtosis	-1.259593707
Mean	3319.008183
Median Absolute Deviation (MAD)	96.55841544
Skewness	-0.6001300018
Sum	165950.4092
Variance	26308.82238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3506.199159	1	2.0%
3132.975975	1	2.0%
3355.63158	1	2.0%
3350.950517	1	2.0%
3339.435018	1	2.0%
3330.646381	1	2.0%
3316.801265	1	2.0%
3299.453875	1	2.0%
3275.262623	1	2.0%
3236.862394	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3037.826641	1	2.0%
3048.277859	1	2.0%
3058.317141	1	2.0%
3063.918314	1	2.0%
3069.085145	1	2.0%
3073.606648	1	2.0%
3073.767403	1	2.0%
3081.820315	1	2.0%
3087.405824	1	2.0%
3093.106235	1	2.0%

Value	Count	Frequency (%)
3506.199159	1	2.0%
3495.616512	1	2.0%
3495.280073	1	2.0%
3494.201877	1	2.0%
3492.492089	1	2.0%
3489.659888	1	2.0%
3489.412294	1	2.0%
3480.722634	1	2.0%
3471.732402	1	2.0%
3471.238551	1	2.0%

EMA34
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3348.892211

Minimum	3127.873466
Maximum	3481.680163
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	3127.873466
5-th percentile	3133.479791
Q1	3225.058765
median	3402.364569
Q3	3451.253897
95-th percentile	3478.338938
Maximum	3481.680163
Range	353.8066962
Interquartile range (IQR)	226.1951323

Descriptive statistics

Standard deviation	128.5557018
Coefficient of variation (CV)	0.03838753048
Kurtosis	-1.147113792
Mean	3348.892211
Median Absolute Deviation (MAD)	67.50017055
Skewness	-0.7002582292
Sum	167444.6106
Variance	16526.56848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3481.680163	1	2.0%
3218.378036	1	2.0%
3383.671657	1	2.0%
3379.126984	1	2.0%
3370.278587	1	2.0%
3362.991811	1	2.0%
3352.440856	1	2.0%
3339.500234	1	2.0%
3322.005941	1	2.0%
3295.197607	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3127.873466	1	2.0%
3129.297271	1	2.0%
3130.977996	1	2.0%
3136.53754	1	2.0%
3139.277153	1	2.0%
3141.523397	1	2.0%
3143.726064	1	2.0%
3149.143985	1	2.0%
3157.44059	1	2.0%
3165.53577	1	2.0%

Value	Count	Frequency (%)
3481.680163	1	2.0%
3479.377224	1	2.0%
3479.132212	1	2.0%
3477.369382	1	2.0%
3476.463866	1	2.0%
3476.429298	1	2.0%
3473.625916	1	2.0%
3472.453994	1	2.0%
3467.275485	1	2.0%
3467.219745	1	2.0%

EMA55
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3371.10557

Minimum	3204.060754
Maximum	3458.079689
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	3204.060754
5-th percentile	3209.438543
Q1	3290.800376
median	3414.046604
Q3	3444.451114
95-th percentile	3456.365396
Maximum	3458.079689
Range	254.0189355
Interquartile range (IQR)	153.6507378

Descriptive statistics

Standard deviation	92.28359188
Coefficient of variation (CV)	0.02737487449
Kurtosis	-0.9837061214
Mean	3371.10557
Median Absolute Deviation (MAD)	39.03411781
Skewness	-0.8108924411
Sum	168555.2785
Variance	8516.26133
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3455.417259	1	2.0%
3286.090713	1	2.0%
3401.128837	1	2.0%
3397.664921	1	2.0%
3391.472559	1	2.0%
3386.161361	1	2.0%
3378.739481	1	2.0%
3369.712298	1	2.0%
3357.699289	1	2.0%
3339.669211	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3204.060754	1	2.0%
3209.070117	1	2.0%
3209.178944	1	2.0%
3209.755831	1	2.0%
3210.257054	1	2.0%
3210.935316	1	2.0%
3213.088854	1	2.0%
3229.243701	1	2.0%
3237.280542	1	2.0%
3245.184669	1	2.0%

Value	Count	Frequency (%)
3458.079689	1	2.0%
3457.585406	1	2.0%
3457.141146	1	2.0%
3455.417259	1	2.0%
3455.219822	1	2.0%
3454.695962	1	2.0%
3453.08806	1	2.0%
3453.073383	1	2.0%
3452.59872	1	2.0%
3452.155392	1	2.0%

Returns
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.001917166766

Minimum	-0.07812767463
Maximum	0.1353591362
Zeros	0
Zeros (%)	0.0%
Negative	31
Negative (%)	62.0%
Memory size	528.0 B

Quantile statistics

Minimum	-0.07812767463
5-th percentile	-0.03394125837
Q1	-0.01497681334
median	-0.003565910773
Q3	0.006552877878
95-th percentile	0.02969014528
Maximum	0.1353591362
Range	0.2134868108
Interquartile range (IQR)	0.02152969121

Descriptive statistics

Standard deviation	0.02911997047
Coefficient of variation (CV)	-15.18906492
Kurtosis	9.96963657
Mean	-0.001917166766
Median Absolute Deviation (MAD)	0.01107264988
Skewness	1.745934639
Sum	-0.09585833832
Variance	0.0008479726801
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.00184680036	1	2.0%
-0.007954373925	1	2.0%
0.02400208694	1	2.0%
-0.0009373670086	1	2.0%
-0.02416963745	1	2.0%
0.005731506042	1	2.0%
-0.01986268238	1	2.0%
-0.01647713926	1	2.0%
-0.02963227001	1	2.0%
-0.05950186573	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.07812767463	1	2.0%
-0.05950186573	1	2.0%
-0.03591114306	1	2.0%
-0.03153362153	1	2.0%
-0.02963227001	1	2.0%
-0.02564120985	1	2.0%
-0.02416963745	1	2.0%
-0.01986268238	1	2.0%
-0.01889305582	1	2.0%
-0.01728352018	1	2.0%

Value	Count	Frequency (%)
0.1353591362	1	2.0%
0.03886354507	1	2.0%
0.03108407791	1	2.0%
0.02798644984	1	2.0%
0.02497759164	1	2.0%
0.02400208694	1	2.0%
0.02211831968	1	2.0%
0.0220216669	1	2.0%
0.01997857547	1	2.0%
0.01332689791	1	2.0%

Volume
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3754814

Minimum	1787700
Maximum	12640500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	1787700
5-th percentile	2051775
Q1	2736875
median	3225700
Q3	3869750
95-th percentile	8010770
Maximum	12640500
Range	10852800
Interquartile range (IQR)	1132875

Descriptive statistics

Standard deviation	2082380.286
Coefficient of variation (CV)	0.5545894646
Kurtosis	9.282704117
Mean	3754814
Median Absolute Deviation (MAD)	596300
Skewness	2.907366948
Sum	187740700
Variance	4.336307656 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3236300	1	2.0%
4780100	1	2.0%
3140300	1	2.0%
2501500	1	2.0%
2609400	1	2.0%
2295800	1	2.0%
3364600	1	2.0%
2662100	1	2.0%
3598700	1	2.0%
8198600	1	2.0%
Other values (40)	40	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1787700	1	2.0%
1839400	1	2.0%
1879200	1	2.0%
2262700	1	2.0%
2295800	1	2.0%
2303100	1	2.0%
2329300	1	2.0%
2391500	1	2.0%
2501500	1	2.0%
2597900	1	2.0%

Value	Count	Frequency (%)
12640500	1	2.0%
11276600	1	2.0%
8198600	1	2.0%
7781200	1	2.0%
5131200	1	2.0%
4780100	1	2.0%
4541200	1	2.0%
4389900	1	2.0%
4366500	1	2.0%
4277100	1	2.0%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Date	Adj Close	H-L	O-C	5MA	10MA	20MA	7SD	RSI_14	EMA8	EMA21	EMA34	EMA55	Returns	Volume
0	2021-12-02	3437.360107	68.949951	22.639893	3490.856055	3555.993042	3536.810510	60.476691	45.157154	3506.969473	3506.199159	3481.680163	3455.417259	-0.001847	3236300
1	2021-12-03	3389.790039	131.270020	65.209961	3467.902051	3525.366040	3532.450012	69.221977	41.781792	3480.929599	3495.616512	3476.429298	3453.073383	-0.013839	4032600
2	2021-12-06	3427.370117	135.219971	-34.370117	3441.062061	3500.446045	3527.869019	59.035871	45.262648	3469.027492	3489.412294	3473.625916	3452.155392	0.011086	3443000
3	2021-12-07	3523.290039	83.300049	-31.290039	3444.306055	3495.518042	3529.584521	61.381374	52.988818	3481.085836	3492.492089	3476.463866	3454.695962	0.027986	3320500
4	2021-12-08	3523.159912	48.590088	-0.149902	3460.194043	3489.830029	3526.931018	52.974907	52.977893	3490.435631	3495.280073	3479.132212	3457.141146	-0.000037	2262700
5	2021-12-09	3483.419922	56.599854	31.580078	3469.406006	3480.131030	3526.999512	50.506851	49.613701	3488.876584	3494.201877	3479.377224	3458.079689	-0.011280	2303100
6	2021-12-10	3444.239990	108.540039	64.100098	3480.295996	3474.099023	3525.586511	50.477300	46.479896	3478.957341	3489.659888	3477.369382	3457.585406	-0.011248	3031400
7	2021-12-13	3391.350098	59.399902	48.649902	3473.091992	3457.077026	3518.896521	56.714230	42.570805	3459.489065	3480.722634	3472.453994	3455.219822	-0.015356	3108500
8	2021-12-14	3381.830078	61.179932	-30.830078	3444.800000	3444.553027	3510.704028	58.289590	41.887917	3442.231512	3471.732402	3467.275485	3452.598720	-0.002807	2798800
9	2021-12-15	3466.300049	168.100098	-94.340088	3433.428027	3446.811035	3506.984033	57.225928	49.611488	3447.580076	3471.238551	3467.219745	3453.088060	0.024978	3789700

Last rows

	Date	Adj Close	H-L	O-C	5MA	10MA	20MA	7SD	RSI_14	EMA8	EMA21	EMA34	EMA55	Returns	Volume
40	2022-01-31	2991.469971	121.199951	-96.469971	2848.189990	2932.237012	3109.617004	74.681697	41.377462	2927.179133	3073.606648	3165.535770	3245.184669	0.038864	3915400
41	2022-02-01	3023.870117	81.609863	-23.870117	2893.020020	2916.789014	3090.406006	98.161472	43.783746	2948.666018	3069.085145	3157.440590	3237.280542	0.010831	2961000
42	2022-02-02	3012.250000	124.229980	88.760010	2939.980029	2905.416016	3073.496509	110.476592	43.100445	2962.795792	3063.918314	3149.143985	3229.243701	-0.003843	4366500
43	2022-02-03	2776.909912	118.290039	57.840088	2936.812012	2879.771997	3047.985010	114.091910	32.155289	2921.487819	3037.826641	3127.873466	3213.088854	-0.078128	11276600
44	2022-02-04	3152.790039	211.840088	-40.660156	2991.458008	2909.764990	3042.370508	136.482899	52.780544	2972.888312	3048.277859	3129.297271	3210.935316	0.135359	12640500
45	2022-02-07	3158.709961	108.820068	11.689941	3024.906006	2936.547998	3037.752002	137.597483	53.022771	3014.182012	3058.317141	3130.977996	3209.070117	0.001878	5131200
46	2022-02-08	3228.270020	124.840088	-93.260010	3065.785986	2979.403003	3037.679504	149.594424	55.886309	3061.757125	3073.767403	3136.537540	3209.755831	0.022022	3802000
47	2022-02-09	3223.790039	71.689941	33.679932	3108.093994	3024.037012	3033.507007	160.061515	55.651027	3097.764439	3087.405824	3141.523397	3210.257054	-0.001388	3439300
48	2022-02-10	3180.070068	59.330078	-13.070068	3188.726025	3062.769019	3027.303516	161.428882	53.293030	3116.054579	3095.829846	3143.726064	3209.178944	-0.013562	3413400
49	2022-02-11	3065.870117	125.320068	96.819824	3171.342041	3081.400024	3019.383020	157.536988	47.617490	3104.902476	3093.106235	3139.277153	3204.060754	-0.035911	3851600

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows